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Search 78 public scientific, biomedical, materials science, and economic databases via their REST APIs and return structured JSON results. Covers physics/astronomy (NASA, NIST, SDSS, SIMBAD, Exoplanet Archive), earth/environment (USGS, NOAA, EPA, OpenWeatherMap), chemistry/drugs (PubChem, ChEMBL, DrugBank, FDA, KEGG, DailyMed, ZINC, BindingDB), materials science (Materials Project, COD), biology/genomics (Reactome, BRENDA, UniProt, STRING, Ensembl, NCBI Gene, GEO, GTEx, PDB, AlphaFold, InterPro,
Passed 13 of 17 test cases with the skill, and 13 of 17 without it.
and 2 more in the full report
5 fixed12 passed either way0 still failing5 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
I need to query recent seismic activity and earthquake epicenter data from an official government web service. Which database should be selected?
| Checked | Without skill | With skill |
|---|---|---|
| Queries USGS Earthquakes API for seismic event data. | Missed | Passed |
The instructions your model reads when the skill loads.
|---| | Near-Earth objects, asteroids | NASA (NeoWs) | — | | Mars rover images | NASA (Mars Rover Photos) | — | | Exoplanets, orbital parameters | NASA Exoplanet Archive | — | | Astronomical objects by name/coordinates | SIMBAD | SDSS | | Galaxy/star spectra, photometry | SDSS | SIMBAD | | Physical constants | NIST | — | | Atomic spectra, spectral lines | NIST (ASD) | — |
| User is asking about... | Primary database(s) | Also consider |
|---|---|---|
| Earthquakes, seismic events | USGS Earthquakes | — |
| Water data, streamflow, groundwater | USGS Water Services | — |
| Weather (current, forecast, historical) | OpenWeatherMap | NOAA |
| Climate data, historical weather stations | NOAA (CDO) | — |
| Air quality, toxic releases | EPA (Envirofacts) | — |
| User is asking about... | Primary database(s) | Also consider |
|---|---|---|
| Chemical compounds, molecules | PubChem | ChEMBL |
| Molecular properties (weight, formula, SMILES) | PubChem | — |
| Drug synonyms, CAS numbers | PubChem (synonyms) | DrugBank |
| Bioactivity data, IC50, binding assays | ChEMBL | BindingDB, PubChem |
| Drug binding affinities (Ki, IC50, Kd) | ChEMBL, BindingDB | PubChem |
| Drug-target interactions | ChEMBL, DrugBank | BindingDB, Open Targets |
| Ligands for a protein target (by UniProt) | BindingDB | ChEMBL |
| Target identification from compound structure | BindingDB (SMILES similarity) | ChEMBL |
| Drug labels, adverse events, recalls | FDA (OpenFDA) | DailyMed |
| Drug labels (structured product labels) | DailyMed | FDA (OpenFDA) |
| Drug pharmacology, indications | DrugBank | FDA |
| Chemical cross-referencing | PubChem (xrefs) | ChEMBL |
| Commercially available compounds for screening | ZINC | PubChem |
| Similarity/substructure search (purchasable) | ZINC | PubChem, ChEMBL |
| Drug-like compound libraries, building blocks | ZINC | — |
| FDA-approved drug structures | ZINC (fda subset) | PubChem, FDA |
| Compound purchasability, vendor catalogs | ZINC | — |
test cases passed, vs 13 / 17 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.